Pandas Profiling Report

Dataset statistics

Number of variables	32
Number of observations	14521
Missing cells	85591
Missing cells (%)	18.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.5 MiB
Average record size in memory	256.0 B

Variable types

Numeric	30
Categorical	2

Alerts

`iso_code` has a high cardinality: 218 distinct values	High cardinality
`country` has a high cardinality: 218 distinct values	High cardinality
`co2` is highly correlated with `co2_per_capita` and 22 other fields	High correlation
`co2_growth_prct` is highly correlated with `co2_growth_abs`	High correlation
`co2_growth_abs` is highly correlated with `co2_growth_prct`	High correlation
`co2_per_capita` is highly correlated with `co2` and 19 other fields	High correlation
`share_global_co2` is highly correlated with `co2` and 22 other fields	High correlation
`cumulative_co2` is highly correlated with `co2` and 22 other fields	High correlation
`share_global_cumulative_co2` is highly correlated with `co2` and 22 other fields	High correlation
`co2_per_gdp` is highly correlated with `co2` and 13 other fields	High correlation
`coal_co2` is highly correlated with `co2` and 20 other fields	High correlation
`cement_co2` is highly correlated with `co2` and 19 other fields	High correlation
`oil_co2` is highly correlated with `co2` and 19 other fields	High correlation
`cement_co2_per_capita` is highly correlated with `co2` and 14 other fields	High correlation
`coal_co2_per_capita` is highly correlated with `co2` and 12 other fields	High correlation
`oil_co2_per_capita` is highly correlated with `co2_per_capita` and 3 other fields	High correlation
`share_global_cement_co2` is highly correlated with `co2` and 18 other fields	High correlation
`share_global_coal_co2` is highly correlated with `co2` and 20 other fields	High correlation
`share_global_oil_co2` is highly correlated with `co2` and 18 other fields	High correlation
`cumulative_cement_co2` is highly correlated with `co2` and 19 other fields	High correlation
`cumulative_coal_co2` is highly correlated with `co2` and 20 other fields	High correlation
`cumulative_oil_co2` is highly correlated with `co2` and 19 other fields	High correlation
`share_global_cumulative_cement_co2` is highly correlated with `co2` and 19 other fields	High correlation
`share_global_cumulative_coal_co2` is highly correlated with `co2` and 19 other fields	High correlation
`share_global_cumulative_oil_co2` is highly correlated with `co2` and 19 other fields	High correlation
`population` is highly correlated with `co2` and 16 other fields	High correlation
`gdp` is highly correlated with `co2` and 18 other fields	High correlation
`primary_energy_consumption` is highly correlated with `co2` and 20 other fields	High correlation
`energy_per_capita` is highly correlated with `co2` and 11 other fields	High correlation
`co2` is highly correlated with `share_global_co2` and 17 other fields	High correlation
`co2_growth_abs` is highly correlated with `coal_co2` and 3 other fields	High correlation
`co2_per_capita` is highly correlated with `co2_per_gdp` and 4 other fields	High correlation
`share_global_co2` is highly correlated with `co2` and 17 other fields	High correlation
`cumulative_co2` is highly correlated with `co2` and 14 other fields	High correlation
`share_global_cumulative_co2` is highly correlated with `co2` and 14 other fields	High correlation
`co2_per_gdp` is highly correlated with `co2_per_capita` and 1 other fields	High correlation
`coal_co2` is highly correlated with `co2` and 16 other fields	High correlation
`cement_co2` is highly correlated with `co2` and 11 other fields	High correlation
`oil_co2` is highly correlated with `co2` and 15 other fields	High correlation
`cement_co2_per_capita` is highly correlated with `co2_per_capita` and 2 other fields	High correlation
`coal_co2_per_capita` is highly correlated with `co2_per_capita` and 1 other fields	High correlation
`oil_co2_per_capita` is highly correlated with `co2_per_capita` and 2 other fields	High correlation
`share_global_cement_co2` is highly correlated with `co2` and 15 other fields	High correlation
`share_global_coal_co2` is highly correlated with `co2` and 18 other fields	High correlation
`share_global_oil_co2` is highly correlated with `co2` and 14 other fields	High correlation
`cumulative_cement_co2` is highly correlated with `co2` and 12 other fields	High correlation
`cumulative_coal_co2` is highly correlated with `co2` and 16 other fields	High correlation
`cumulative_oil_co2` is highly correlated with `co2` and 12 other fields	High correlation
`share_global_cumulative_cement_co2` is highly correlated with `co2` and 17 other fields	High correlation
`share_global_cumulative_coal_co2` is highly correlated with `co2` and 14 other fields	High correlation
`share_global_cumulative_oil_co2` is highly correlated with `co2` and 12 other fields	High correlation
`population` is highly correlated with `co2` and 9 other fields	High correlation
`gdp` is highly correlated with `co2` and 17 other fields	High correlation
`primary_energy_consumption` is highly correlated with `co2` and 17 other fields	High correlation
`energy_per_capita` is highly correlated with `co2_per_capita` and 2 other fields	High correlation
`co2` is highly correlated with `share_global_co2` and 17 other fields	High correlation
`co2_growth_prct` is highly correlated with `co2_growth_abs`	High correlation
`co2_growth_abs` is highly correlated with `co2_growth_prct`	High correlation
`co2_per_capita` is highly correlated with `co2_per_gdp` and 4 other fields	High correlation
`share_global_co2` is highly correlated with `co2` and 17 other fields	High correlation
`cumulative_co2` is highly correlated with `co2` and 17 other fields	High correlation
`share_global_cumulative_co2` is highly correlated with `co2` and 17 other fields	High correlation
`co2_per_gdp` is highly correlated with `co2_per_capita` and 1 other fields	High correlation
`coal_co2` is highly correlated with `co2` and 11 other fields	High correlation
`cement_co2` is highly correlated with `co2` and 12 other fields	High correlation
`oil_co2` is highly correlated with `co2` and 15 other fields	High correlation
`cement_co2_per_capita` is highly correlated with `co2_per_capita` and 2 other fields	High correlation
`coal_co2_per_capita` is highly correlated with `co2_per_capita` and 4 other fields	High correlation
`oil_co2_per_capita` is highly correlated with `co2_per_capita` and 3 other fields	High correlation
`share_global_cement_co2` is highly correlated with `co2` and 13 other fields	High correlation
`share_global_coal_co2` is highly correlated with `co2` and 12 other fields	High correlation
`share_global_oil_co2` is highly correlated with `co2` and 17 other fields	High correlation
`cumulative_cement_co2` is highly correlated with `co2` and 14 other fields	High correlation
`cumulative_coal_co2` is highly correlated with `co2` and 15 other fields	High correlation
`cumulative_oil_co2` is highly correlated with `co2` and 13 other fields	High correlation
`share_global_cumulative_cement_co2` is highly correlated with `co2` and 16 other fields	High correlation
`share_global_cumulative_coal_co2` is highly correlated with `co2` and 15 other fields	High correlation
`share_global_cumulative_oil_co2` is highly correlated with `co2` and 15 other fields	High correlation
`population` is highly correlated with `co2` and 9 other fields	High correlation
`gdp` is highly correlated with `co2` and 17 other fields	High correlation
`primary_energy_consumption` is highly correlated with `co2` and 17 other fields	High correlation
`energy_per_capita` is highly correlated with `co2_per_capita` and 2 other fields	High correlation
`co2` is highly correlated with `co2_growth_abs` and 18 other fields	High correlation
`co2_growth_abs` is highly correlated with `co2` and 17 other fields	High correlation
`co2_per_capita` is highly correlated with `co2_per_unit_energy` and 1 other fields	High correlation
`share_global_co2` is highly correlated with `co2` and 18 other fields	High correlation
`cumulative_co2` is highly correlated with `co2` and 18 other fields	High correlation
`share_global_cumulative_co2` is highly correlated with `co2` and 17 other fields	High correlation
`co2_per_gdp` is highly correlated with `coal_co2_per_capita` and 1 other fields	High correlation
`co2_per_unit_energy` is highly correlated with `co2_per_capita`	High correlation
`coal_co2` is highly correlated with `co2` and 18 other fields	High correlation
`cement_co2` is highly correlated with `co2` and 15 other fields	High correlation
`oil_co2` is highly correlated with `co2` and 18 other fields	High correlation
`coal_co2_per_capita` is highly correlated with `co2_per_gdp`	High correlation
`oil_co2_per_capita` is highly correlated with `co2_per_capita`	High correlation
`share_global_cement_co2` is highly correlated with `co2` and 18 other fields	High correlation
`share_global_coal_co2` is highly correlated with `co2` and 18 other fields	High correlation
`share_global_oil_co2` is highly correlated with `co2` and 18 other fields	High correlation
`cumulative_cement_co2` is highly correlated with `co2` and 17 other fields	High correlation
`cumulative_coal_co2` is highly correlated with `co2` and 18 other fields	High correlation
`cumulative_oil_co2` is highly correlated with `co2` and 17 other fields	High correlation
`share_global_cumulative_cement_co2` is highly correlated with `co2` and 18 other fields	High correlation
`share_global_cumulative_coal_co2` is highly correlated with `co2` and 18 other fields	High correlation
`share_global_cumulative_oil_co2` is highly correlated with `co2` and 15 other fields	High correlation
`population` is highly correlated with `co2` and 18 other fields	High correlation
`gdp` is highly correlated with `co2` and 18 other fields	High correlation
`primary_energy_consumption` is highly correlated with `co2` and 18 other fields	High correlation
`energy_per_capita` is highly correlated with `co2_per_gdp`	High correlation
`co2` has 186 (1.3%) missing values	Missing
`co2_growth_abs` has 302 (2.1%) missing values	Missing
`co2_per_capita` has 234 (1.6%) missing values	Missing
`share_global_co2` has 186 (1.3%) missing values	Missing
`cumulative_co2` has 186 (1.3%) missing values	Missing
`share_global_cumulative_co2` has 186 (1.3%) missing values	Missing
`co2_per_gdp` has 3969 (27.3%) missing values	Missing
`co2_per_unit_energy` has 6132 (42.2%) missing values	Missing
`coal_co2` has 6062 (41.7%) missing values	Missing
`cement_co2` has 5254 (36.2%) missing values	Missing
`oil_co2` has 254 (1.7%) missing values	Missing
`cement_co2_per_capita` has 5267 (36.3%) missing values	Missing
`coal_co2_per_capita` has 6075 (41.8%) missing values	Missing
`oil_co2_per_capita` has 302 (2.1%) missing values	Missing
`share_global_cement_co2` has 5254 (36.2%) missing values	Missing
`share_global_coal_co2` has 6062 (41.7%) missing values	Missing
`share_global_oil_co2` has 254 (1.7%) missing values	Missing
`cumulative_cement_co2` has 5254 (36.2%) missing values	Missing
`cumulative_coal_co2` has 6062 (41.7%) missing values	Missing
`cumulative_oil_co2` has 254 (1.7%) missing values	Missing
`share_global_cumulative_cement_co2` has 5254 (36.2%) missing values	Missing
`share_global_cumulative_coal_co2` has 6062 (41.7%) missing values	Missing
`share_global_cumulative_oil_co2` has 254 (1.7%) missing values	Missing
`gdp` has 3893 (26.8%) missing values	Missing
`primary_energy_consumption` has 6088 (41.9%) missing values	Missing
`energy_per_capita` has 6097 (42.0%) missing values	Missing
`co2_growth_prct` is highly skewed (γ1 = 59.58929304)	Skewed
`co2_per_capita` is highly skewed (γ1 = 22.40916848)	Skewed
`cement_co2` is highly skewed (γ1 = 20.61228465)	Skewed
`oil_co2_per_capita` is highly skewed (γ1 = 25.91775799)	Skewed
`df_index` has unique values	Unique
`co2_growth_prct` has 898 (6.2%) zeros	Zeros
`co2_growth_abs` has 746 (5.1%) zeros	Zeros
`share_global_co2` has 4447 (30.6%) zeros	Zeros
`share_global_cumulative_co2` has 5652 (38.9%) zeros	Zeros
`coal_co2_per_capita` has 233 (1.6%) zeros	Zeros
`share_global_cement_co2` has 461 (3.2%) zeros	Zeros
`share_global_coal_co2` has 2581 (17.8%) zeros	Zeros
`share_global_oil_co2` has 3169 (21.8%) zeros	Zeros
`share_global_cumulative_cement_co2` has 643 (4.4%) zeros	Zeros
`share_global_cumulative_coal_co2` has 2927 (20.2%) zeros	Zeros
`share_global_cumulative_oil_co2` has 4064 (28.0%) zeros	Zeros

Reproduction

Analysis started	2022-02-16 18:18:10.536118
Analysis finished	2022-02-16 18:20:19.918664
Duration	2 minutes and 9.38 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	14521
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12609.28882

Minimum	1
Maximum	25203
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1594
Q1	5943
median	12776
Q3	19064
95-th percentile	23547
Maximum	25203
Range	25202
Interquartile range (IQR)	13121

Descriptive statistics

Standard deviation	7158.764086
Coefficient of variation (CV)	0.5677373392
Kurtosis	-1.196398497
Mean	12609.28882
Median Absolute Deviation (MAD)	6594
Skewness	-0.02174450697
Sum	183099483
Variance	51247903.24
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
16861	1	< 0.1%
16770	1	< 0.1%
16771	1	< 0.1%
16772	1	< 0.1%
16773	1	< 0.1%
16774	1	< 0.1%
16775	1	< 0.1%
16776	1	< 0.1%
16777	1	< 0.1%
Other values (14511)	14511	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
25203	1	< 0.1%
25202	1	< 0.1%
25201	1	< 0.1%
25200	1	< 0.1%
25199	1	< 0.1%
25198	1	< 0.1%
25197	1	< 0.1%
25196	1	< 0.1%
25195	1	< 0.1%
25194	1	< 0.1%

iso_code
Categorical

HIGH CARDINALITY

Distinct	218
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	113.6 KiB

AFG	71
PRK	71
MAR	71
MOZ	71
MMR	71
Other values (213)	14166

Length

Max length	8
Median length	3
Mean length	3.004476276
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AFG
2nd row	AFG
3rd row	AFG
4th row	AFG
5th row	AFG

Common Values

Value	Count	Frequency (%)
AFG	71	0.5%
PRK	71	0.5%
MAR	71	0.5%
MOZ	71	0.5%
MMR	71	0.5%
NPL	71	0.5%
NLD	71	0.5%
NCL	71	0.5%
NZL	71	0.5%
NIC	71	0.5%
Other values (208)	13811	95.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
afg	71	0.5%
bgr	71	0.5%
cyp	71	0.5%
prk	71	0.5%
cod	71	0.5%
dnk	71	0.5%
dji	71	0.5%
dom	71	0.5%
ecu	71	0.5%
egy	71	0.5%
Other values (208)	13811	95.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

country
Categorical

HIGH CARDINALITY

Distinct	218
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	113.6 KiB

Afghanistan	71
North Korea	71
Morocco	71
Mozambique	71
Myanmar	71
Other values (213)	14166

Length

Max length	32
Median length	7
Mean length	8.889814751
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Afghanistan
2nd row	Afghanistan
3rd row	Afghanistan
4th row	Afghanistan
5th row	Afghanistan

Common Values

Value	Count	Frequency (%)
Afghanistan	71	0.5%
North Korea	71	0.5%
Morocco	71	0.5%
Mozambique	71	0.5%
Myanmar	71	0.5%
Nepal	71	0.5%
Netherlands	71	0.5%
New Caledonia	71	0.5%
New Zealand	71	0.5%
Nicaragua	71	0.5%
Other values (208)	13811	95.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
and	560	2.9%
islands	313	1.6%
saint	306	1.6%
south	213	1.1%
new	213	1.1%
guinea	205	1.1%
republic	204	1.1%
united	204	1.1%
sint	142	0.7%
north	142	0.7%
Other values (245)	16579	86.9%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

year
Real number (ℝ_≥0)

Distinct	71
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1986.323531

Minimum	1950
Maximum	2020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	1950
5-th percentile	1954
Q1	1969
median	1987
Q3	2004
95-th percentile	2017
Maximum	2020
Range	70
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	20.22260084
Coefficient of variation (CV)	0.01018091993
Kurtosis	-1.174342731
Mean	1986.323531
Median Absolute Deviation (MAD)	17
Skewness	-0.06945194491
Sum	28843404
Variance	408.9535847
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2020	218	1.5%
2019	218	1.5%
2018	218	1.5%
2017	218	1.5%
2016	218	1.5%
2015	218	1.5%
2014	218	1.5%
2013	218	1.5%
2012	218	1.5%
2011	218	1.5%
Other values (61)	12341	85.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1950	168	1.2%
1951	170	1.2%
1952	171	1.2%
1953	171	1.2%
1954	171	1.2%
1955	175	1.2%
1956	175	1.2%
1957	176	1.2%
1958	182	1.3%
1959	190	1.3%

Value	Count	Frequency (%)
2020	218	1.5%
2019	218	1.5%
2018	218	1.5%
2017	218	1.5%
2016	218	1.5%
2015	218	1.5%
2014	218	1.5%
2013	218	1.5%
2012	218	1.5%
2011	218	1.5%

co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	9215
Distinct (%)	64.3%
Missing	186
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	99.70390666

Minimum	0.004
Maximum	10667.887
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0.004
5-th percentile	0.037
Q1	0.535
median	4.532
Q3	37.1895
95-th percentile	394.9048
Maximum	10667.887
Range	10667.883
Interquartile range (IQR)	36.6545

Descriptive statistics

Standard deviation	498.8181048
Coefficient of variation (CV)	5.002994581
Kurtosis	174.1854027
Mean	99.70390666
Median Absolute Deviation (MAD)	4.458
Skewness	11.78470922
Sum	1429255.502
Variance	248819.5016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.011	142	1.0%
0.048	102	0.7%
0.004	94	0.6%
0.007	92	0.6%
0.029	92	0.6%
0.066	78	0.5%
0.022	58	0.4%
0.015	55	0.4%
0.084	53	0.4%
0.026	51	0.4%
Other values (9205)	13518	93.1%
(Missing)	186	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.004	94	0.6%
0.006	1	< 0.1%
0.007	92	0.6%
0.008	3	< 0.1%
0.009	4	< 0.1%
0.01	2	< 0.1%
0.011	142	1.0%
0.012	1	< 0.1%
0.013	1	< 0.1%
0.014	1	< 0.1%

Value	Count	Frequency (%)
10667.887	1	< 0.1%
10489.989	1	< 0.1%
10289.99	1	< 0.1%
9985.583	1	< 0.1%
9952.744	1	< 0.1%
9920.459	1	< 0.1%
9848.42	1	< 0.1%
9775.622	1	< 0.1%
9720.444	1	< 0.1%
9528.556	1	< 0.1%

co2_growth_prct
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	4473
Distinct (%)	31.0%
Missing	110
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	12.92530567

Minimum	-96.39
Maximum	20100
Zeros	898
Zeros (%)	6.2%
Negative	4286
Negative (%)	29.5%
Memory size	113.6 KiB

Quantile statistics

Minimum	-96.39
5-th percentile	-15.86
Q1	-1.39
median	3.14
Q3	9.52
95-th percentile	33.33
Maximum	20100
Range	20196.39
Interquartile range (IQR)	10.91

Descriptive statistics

Standard deviation	236.095395
Coefficient of variation (CV)	18.26613629
Kurtosis	4371.780112
Mean	12.92530567
Median Absolute Deviation (MAD)	5.43
Skewness	59.58929304
Sum	186266.58
Variance	55741.03553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	898	6.2%
50	43	0.3%
33.33	41	0.3%
12.5	37	0.3%
25	37	0.3%
14.29	36	0.2%
11.11	31	0.2%
20	31	0.2%
16.67	27	0.2%
7.14	26	0.2%
Other values (4463)	13204	90.9%
(Missing)	110	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-96.39	1	< 0.1%
-94.48	3	< 0.1%
-91.78	1	< 0.1%
-90.73	1	< 0.1%
-88.89	1	< 0.1%
-85.96	1	< 0.1%
-82.89	1	< 0.1%
-81.5	1	< 0.1%
-80.95	1	< 0.1%
-80.83	4	< 0.1%

Value	Count	Frequency (%)
20100	1	< 0.1%
12658.71	1	< 0.1%
8267.69	1	< 0.1%
6300	1	< 0.1%
4435.92	1	< 0.1%
3993.52	1	< 0.1%
3471.43	1	< 0.1%
3306.74	1	< 0.1%
3119.23	1	< 0.1%
2980.29	1	< 0.1%

co2_growth_abs
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	5687
Distinct (%)	40.0%
Missing	302
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.005902032

Minimum	-543.046
Maximum	911.903
Zeros	746
Zeros (%)	5.1%
Negative	4274
Negative (%)	29.4%
Memory size	113.6 KiB

Quantile statistics

Minimum	-543.046
5-th percentile	-4.0208
Q1	-0.022
median	0.04
Q3	0.821
95-th percentile	11.8155
Maximum	911.903
Range	1454.949
Interquartile range (IQR)	0.843

Descriptive statistics

Standard deviation	24.13297594
Coefficient of variation (CV)	12.03098434
Kurtosis	444.3666382
Mean	2.005902032
Median Absolute Deviation (MAD)	0.287
Skewness	13.14660601
Sum	28521.921
Variance	582.4005276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	746	5.1%
0.004	459	3.2%
0.007	302	2.1%
0.011	228	1.6%
-0.004	201	1.4%
0.015	162	1.1%
0.018	149	1.0%
0.022	126	0.9%
-0.007	108	0.7%
0.029	102	0.7%
Other values (5677)	11636	80.1%
(Missing)	302	2.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-543.046	1	< 0.1%
-438.319	1	< 0.1%
-435.868	1	< 0.1%
-239.092	1	< 0.1%
-228.17	1	< 0.1%
-218.063	1	< 0.1%
-216.926	1	< 0.1%
-201.475	1	< 0.1%
-200.063	1	< 0.1%
-184.176	1	< 0.1%

Value	Count	Frequency (%)
911.903	1	< 0.1%
730.12	1	< 0.1%
678.741	1	< 0.1%
672.419	1	< 0.1%
652.801	1	< 0.1%
612.248	1	< 0.1%
518.22	1	< 0.1%
489.808	1	< 0.1%
389.701	1	< 0.1%
376.615	1	< 0.1%

co2_per_capita
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED

Distinct	7260
Distinct (%)	50.8%
Missing	234
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%
Mean	5.469604186

Minimum	0.001
Maximum	748.639
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0.001
5-th percentile	0.06
Q1	0.411
median	1.917
Q3	6.4485
95-th percentile	16.7323
Maximum	748.639
Range	748.638
Interquartile range (IQR)	6.0375

Descriptive statistics

Standard deviation	18.59039213
Coefficient of variation (CV)	3.398855109
Kurtosis	684.7232429
Mean	5.469604186
Median Absolute Deviation (MAD)	1.776
Skewness	22.40916848
Sum	78144.235
Variance	345.6026796
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.054	27	0.2%
0.062	25	0.2%
0.058	25	0.2%
0.074	24	0.2%
0.046	23	0.2%
0.068	23	0.2%
0.055	22	0.2%
0.063	22	0.2%
0.044	22	0.2%
0.066	22	0.2%
Other values (7250)	14052	96.8%
(Missing)	234	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.001	1	< 0.1%
0.002	2	< 0.1%
0.003	6	< 0.1%
0.004	7	< 0.1%
0.005	5	< 0.1%
0.006	8	0.1%
0.007	8	0.1%
0.008	7	< 0.1%
0.009	4	< 0.1%
0.01	3	< 0.1%

Value	Count	Frequency (%)
748.639	1	< 0.1%
727.321	1	< 0.1%
668.822	1	< 0.1%
588.463	1	< 0.1%
473.028	1	< 0.1%
473.012	1	< 0.1%
471.763	1	< 0.1%
390.928	1	< 0.1%
388.298	1	< 0.1%
375.726	1	< 0.1%

share_global_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	615
Distinct (%)	4.3%
Missing	186
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.481058249

Minimum	0
Maximum	42.33
Zeros	4447
Zeros (%)	30.6%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.02
Q3	0.17
95-th percentile	1.7
Maximum	42.33
Range	42.33
Interquartile range (IQR)	0.17

Descriptive statistics

Standard deviation	2.278469234
Coefficient of variation (CV)	4.7363687
Kurtosis	121.8908474
Mean	0.481058249
Median Absolute Deviation (MAD)	0.02
Skewness	10.13367378
Sum	6895.97
Variance	5.191422049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4447	30.6%
0.01	1944	13.4%
0.02	931	6.4%
0.03	575	4.0%
0.04	420	2.9%
0.05	295	2.0%
0.06	284	2.0%
0.07	226	1.6%
0.1	188	1.3%
0.13	184	1.3%
Other values (605)	4841	33.3%
(Missing)	186	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4447	30.6%
0.01	1944	13.4%
0.02	931	6.4%
0.03	575	4.0%
0.04	420	2.9%
0.05	295	2.0%
0.06	284	2.0%
0.07	226	1.6%
0.08	168	1.2%
0.09	164	1.1%

Value	Count	Frequency (%)
42.33	1	< 0.1%
41.05	1	< 0.1%
39.46	1	< 0.1%
39.3	1	< 0.1%
36.66	2	< 0.1%
36.09	1	< 0.1%
34.64	1	< 0.1%
32.63	1	< 0.1%
31.97	1	< 0.1%
30.86	1	< 0.1%

cumulative_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	12444
Distinct (%)	86.8%
Missing	186
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	3803.225345

Minimum	0.004
Maximum	416723.089
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0.004
5-th percentile	0.275
Q1	8.363
median	96.012
Q3	960.7565
95-th percentile	12730.0866
Maximum	416723.089
Range	416723.085
Interquartile range (IQR)	952.3935

Descriptive statistics

Standard deviation	20679.6693
Coefficient of variation (CV)	5.437403105
Kurtosis	178.5346759
Mean	3803.225345
Median Absolute Deviation (MAD)	95.4
Skewness	12.03196188
Sum	54519235.32
Variance	427648722.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.022	21	0.1%
0.011	19	0.1%
0.033	17	0.1%
0.055	16	0.1%
0.007	16	0.1%
0.018	15	0.1%
0.015	15	0.1%
0.099	15	0.1%
0.004	15	0.1%
0.044	14	0.1%
Other values (12434)	14172	97.6%
(Missing)	186	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.004	15	0.1%
0.007	16	0.1%
0.009	1	< 0.1%
0.011	19	0.1%
0.015	15	0.1%
0.017	1	< 0.1%
0.018	15	0.1%
0.022	21	0.1%
0.026	13	0.1%
0.029	13	0.1%

Value	Count	Frequency (%)
416723.089	1	< 0.1%
412010.318	1	< 0.1%
406754.502	1	< 0.1%
401379.012	1	< 0.1%
396171.26	1	< 0.1%
390923.236	1	< 0.1%
385551.466	1	< 0.1%
380028.659	1	< 0.1%
374554.402	1	< 0.1%
369215.704	1	< 0.1%

share_global_cumulative_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	640
Distinct (%)	4.5%
Missing	186
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.487001744

Minimum	0
Maximum	39.97
Zeros	5652
Zeros (%)	38.9%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.01
Q3	0.12
95-th percentile	1.693
Maximum	39.97
Range	39.97
Interquartile range (IQR)	0.12

Descriptive statistics

Standard deviation	2.605632552
Coefficient of variation (CV)	5.350355689
Kurtosis	129.880005
Mean	0.487001744
Median Absolute Deviation (MAD)	0.01
Skewness	10.62112066
Sum	6981.17
Variance	6.789320994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5652	38.9%
0.01	1691	11.6%
0.02	861	5.9%
0.03	389	2.7%
0.05	380	2.6%
0.04	350	2.4%
0.06	288	2.0%
0.11	231	1.6%
0.1	215	1.5%
0.07	213	1.5%
Other values (630)	4065	28.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5652	38.9%
0.01	1691	11.6%
0.02	861	5.9%
0.03	389	2.7%
0.04	350	2.4%
0.05	380	2.6%
0.06	288	2.0%
0.07	213	1.5%
0.08	175	1.2%
0.09	199	1.4%

Value	Count	Frequency (%)
39.97	1	< 0.1%
39.95	1	< 0.1%
39.94	2	< 0.1%
39.85	1	< 0.1%
39.76	1	< 0.1%
39.65	1	< 0.1%
39.51	1	< 0.1%
39.31	1	< 0.1%
39.09	1	< 0.1%
38.84	1	< 0.1%

co2_per_gdp
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1480
Distinct (%)	14.0%
Missing	3969
Missing (%)	27.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.3697919826

Minimum	0.001
Maximum	4.027
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0.001
5-th percentile	0.046
Q1	0.134
median	0.249
Q3	0.451
95-th percentile	1.1558
Maximum	4.027
Range	4.026
Interquartile range (IQR)	0.317

Descriptive statistics

Standard deviation	0.3968730015
Coefficient of variation (CV)	1.073233116
Kurtosis	14.5143817
Mean	0.3697919826
Median Absolute Deviation (MAD)	0.139
Skewness	3.114508532
Sum	3902.045
Variance	0.1575081794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.088	39	0.3%
0.196	38	0.3%
0.171	37	0.3%
0.098	36	0.2%
0.08	35	0.2%
0.202	35	0.2%
0.152	34	0.2%
0.096	34	0.2%
0.22	33	0.2%
0.12	33	0.2%
Other values (1470)	10198	70.2%
(Missing)	3969	27.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.001	1	< 0.1%
0.002	1	< 0.1%
0.003	5	< 0.1%
0.004	11	0.1%
0.005	10	0.1%
0.006	14	0.1%
0.007	5	< 0.1%
0.008	5	< 0.1%
0.009	6	< 0.1%
0.01	8	0.1%

Value	Count	Frequency (%)
4.027	1	< 0.1%
3.837	1	< 0.1%
3.802	1	< 0.1%
3.789	1	< 0.1%
3.702	1	< 0.1%
3.696	1	< 0.1%
3.638	1	< 0.1%
3.593	1	< 0.1%
3.586	1	< 0.1%
3.58	1	< 0.1%

co2_per_unit_energy
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	587
Distinct (%)	7.0%
Missing	6132
Missing (%)	42.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.230081893

Minimum	0.005
Maximum	4.456
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0.005
5-th percentile	0.09
Q1	0.174
median	0.217
Q3	0.256
95-th percentile	0.361
Maximum	4.456
Range	4.451
Interquartile range (IQR)	0.082

Descriptive statistics

Standard deviation	0.1686280338
Coefficient of variation (CV)	0.732904409
Kurtosis	223.92141
Mean	0.230081893
Median Absolute Deviation (MAD)	0.041
Skewness	12.21239231
Sum	1930.157
Variance	0.02843541377
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.216	85	0.6%
0.206	81	0.6%
0.23	77	0.5%
0.224	77	0.5%
0.226	73	0.5%
0.212	72	0.5%
0.214	72	0.5%
0.208	72	0.5%
0.215	69	0.5%
0.227	68	0.5%
Other values (577)	7643	52.6%
(Missing)	6132	42.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.005	2	< 0.1%
0.009	1	< 0.1%
0.014	1	< 0.1%
0.017	1	< 0.1%
0.018	1	< 0.1%
0.019	2	< 0.1%
0.02	1	< 0.1%
0.022	2	< 0.1%
0.023	2	< 0.1%
0.024	6	< 0.1%

Value	Count	Frequency (%)
4.456	1	< 0.1%
4.414	1	< 0.1%
3.69	1	< 0.1%
3.559	1	< 0.1%
3.481	1	< 0.1%
3.284	1	< 0.1%
3.271	1	< 0.1%
3.141	1	< 0.1%
2.943	1	< 0.1%
2.739	1	< 0.1%

coal_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	5175
Distinct (%)	61.2%
Missing	6062
Missing (%)	41.7%
Infinite	0
Infinite (%)	0.0%
Mean	70.36895059

Minimum	0
Maximum	7493.454
Zeros	54
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.004
Q1	0.231
median	2.749
Q3	19.9735
95-th percentile	310.8736
Maximum	7493.454
Range	7493.454
Interquartile range (IQR)	19.7425

Descriptive statistics

Standard deviation	361.1353491
Coefficient of variation (CV)	5.132026926
Kurtosis	239.267301
Mean	70.36895059
Median Absolute Deviation (MAD)	2.738
Skewness	13.69180944
Sum	595250.953
Variance	130418.7404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.004	493	3.4%
0.007	120	0.8%
0.015	114	0.8%
0.011	112	0.8%
0.026	59	0.4%
0	54	0.4%
0.018	50	0.3%
0.022	44	0.3%
0.033	38	0.3%
0.044	34	0.2%
Other values (5165)	7341	50.6%
(Missing)	6062	41.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	54	0.4%
0.001	6	< 0.1%
0.002	7	< 0.1%
0.003	16	0.1%
0.004	493	3.4%
0.005	2	< 0.1%
0.006	5	< 0.1%
0.007	120	0.8%
0.008	3	< 0.1%
0.009	1	< 0.1%

Value	Count	Frequency (%)
7493.454	1	< 0.1%
7464.806	1	< 0.1%
7425.069	1	< 0.1%
7421.101	1	< 0.1%
7377.67	1	< 0.1%
7316.4	1	< 0.1%
7309.786	1	< 0.1%
7266.979	1	< 0.1%
7137.264	1	< 0.1%
7071.406	1	< 0.1%

cement_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED

Distinct	3740
Distinct (%)	40.4%
Missing	5254
Missing (%)	36.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.567870185

Minimum	0.001
Maximum	858.233
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0.001
5-th percentile	0.025
Q1	0.157
median	0.583
Q3	2.253
95-th percentile	16.1487
Maximum	858.233
Range	858.232
Interquartile range (IQR)	2.096

Descriptive statistics

Standard deviation	30.76154216
Coefficient of variation (CV)	6.734329331
Kurtosis	475.1295646
Mean	4.567870185
Median Absolute Deviation (MAD)	0.526
Skewness	20.61228465
Sum	42330.453
Variance	946.2724762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.018	51	0.4%
0.029	50	0.3%
0.047	48	0.3%
0.04	47	0.3%
0.025	47	0.3%
0.036	44	0.3%
0.022	42	0.3%
0.044	41	0.3%
0.033	39	0.3%
0.015	35	0.2%
Other values (3730)	8823	60.8%
(Missing)	5254	36.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.001	5	< 0.1%
0.002	5	< 0.1%
0.003	13	0.1%
0.004	30	0.2%
0.005	8	0.1%
0.006	23	0.2%
0.007	35	0.2%
0.008	12	0.1%
0.009	7	< 0.1%
0.01	23	0.2%

Value	Count	Frequency (%)
858.233	1	< 0.1%
826.876	1	< 0.1%
786.745	1	< 0.1%
778.627	1	< 0.1%
758.185	1	< 0.1%
748.323	1	< 0.1%
743.044	1	< 0.1%
721.995	1	< 0.1%
714.782	1	< 0.1%
708.564	1	< 0.1%

oil_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	7618
Distinct (%)	53.4%
Missing	254
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%
Mean	36.72503442

Minimum	0.004
Maximum	2608.477
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0.004
5-th percentile	0.0346
Q1	0.4625
median	2.6
Q3	16.8235
95-th percentile	168.2527
Maximum	2608.477
Range	2608.473
Interquartile range (IQR)	16.361

Descriptive statistics

Standard deviation	165.013791
Coefficient of variation (CV)	4.493223592
Kurtosis	131.9151246
Mean	36.72503442
Median Absolute Deviation (MAD)	2.508
Skewness	10.58082182
Sum	523956.066
Variance	27229.55123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.011	148	1.0%
0.029	101	0.7%
0.048	100	0.7%
0.007	97	0.7%
0.004	86	0.6%
0.066	82	0.6%
0.015	62	0.4%
0.022	55	0.4%
0.026	54	0.4%
0.084	52	0.4%
Other values (7608)	13430	92.5%
(Missing)	254	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.004	86	0.6%
0.006	2	< 0.1%
0.007	97	0.7%
0.008	4	< 0.1%
0.009	4	< 0.1%
0.01	6	< 0.1%
0.011	148	1.0%
0.012	1	< 0.1%
0.013	1	< 0.1%
0.014	1	< 0.1%

Value	Count	Frequency (%)
2608.477	1	< 0.1%
2596.286	1	< 0.1%
2570.893	1	< 0.1%
2551.51	1	< 0.1%
2537.209	1	< 0.1%
2515.626	1	< 0.1%
2515.199	1	< 0.1%
2481.985	1	< 0.1%
2476.57	1	< 0.1%
2470.1	1	< 0.1%

cement_co2_per_capita
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	696
Distinct (%)	7.5%
Missing	5267
Missing (%)	36.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.1311861898

Minimum	0
Maximum	2.738
Zeros	63
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.003
Q1	0.028
median	0.087
Q3	0.181
95-th percentile	0.37935
Maximum	2.738
Range	2.738
Interquartile range (IQR)	0.153

Descriptive statistics

Standard deviation	0.163070242
Coefficient of variation (CV)	1.243044274
Kurtosis	39.96679584
Mean	0.1311861898
Median Absolute Deviation (MAD)	0.067
Skewness	4.404782179
Sum	1213.997
Variance	0.02659190384
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.004	167	1.2%
0.001	165	1.1%
0.002	149	1.0%
0.003	135	0.9%
0.006	130	0.9%
0.005	129	0.9%
0.008	117	0.8%
0.007	99	0.7%
0.014	81	0.6%
0.022	72	0.5%
Other values (686)	8010	55.2%
(Missing)	5267	36.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	63	0.4%
0.001	165	1.1%
0.002	149	1.0%
0.003	135	0.9%
0.004	167	1.2%
0.005	129	0.9%
0.006	130	0.9%
0.007	99	0.7%
0.008	117	0.8%
0.009	69	0.5%

Value	Count	Frequency (%)
2.738	1	< 0.1%
2.603	1	< 0.1%
2.456	1	< 0.1%
2.425	1	< 0.1%
2.362	1	< 0.1%
2.215	1	< 0.1%
2.13	1	< 0.1%
2.12	1	< 0.1%
1.413	1	< 0.1%
1.388	1	< 0.1%

coal_co2_per_capita
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	3356
Distinct (%)	39.7%
Missing	6075
Missing (%)	41.8%
Infinite	0
Infinite (%)	0.0%
Mean	1.65638977

Minimum	0
Maximum	34.184
Zeros	233
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.001
Q1	0.032
median	0.383
Q3	2.11525
95-th percentile	7.31075
Maximum	34.184
Range	34.184
Interquartile range (IQR)	2.08325

Descriptive statistics

Standard deviation	2.949478739
Coefficient of variation (CV)	1.780667082
Kurtosis	26.43691959
Mean	1.65638977
Median Absolute Deviation (MAD)	0.381
Skewness	4.02052754
Sum	13989.868
Variance	8.699424831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.001	314	2.2%
0	233	1.6%
0.002	172	1.2%
0.004	108	0.7%
0.003	87	0.6%
0.005	85	0.6%
0.006	84	0.6%
0.01	68	0.5%
0.012	68	0.5%
0.008	67	0.5%
Other values (3346)	7160	49.3%
(Missing)	6075	41.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	233	1.6%
0.001	314	2.2%
0.002	172	1.2%
0.003	87	0.6%
0.004	108	0.7%
0.005	85	0.6%
0.006	84	0.6%
0.007	58	0.4%
0.008	67	0.5%
0.009	38	0.3%

Value	Count	Frequency (%)
34.184	1	< 0.1%
33.692	1	< 0.1%
33.367	1	< 0.1%
32.123	1	< 0.1%
31.899	1	< 0.1%
31.263	1	< 0.1%
30.931	1	< 0.1%
30.905	1	< 0.1%
30.486	1	< 0.1%
30.48	1	< 0.1%

oil_co2_per_capita
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED

Distinct	5516
Distinct (%)	38.8%
Missing	302
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.363710177

Minimum	0.001
Maximum	748.639
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0.001
5-th percentile	0.049
Q1	0.272
median	1.066
Q3	3.195
95-th percentile	9.6709
Maximum	748.639
Range	748.638
Interquartile range (IQR)	2.923

Descriptive statistics

Standard deviation	17.76748873
Coefficient of variation (CV)	5.282110465
Kurtosis	836.6700857
Mean	3.363710177
Median Absolute Deviation (MAD)	0.945
Skewness	25.91775799
Sum	47828.595
Variance	315.6836556
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.054	55	0.4%
0.055	31	0.2%
0.044	28	0.2%
0.057	28	0.2%
0.06	28	0.2%
0.074	27	0.2%
0.047	27	0.2%
0.062	27	0.2%
0.038	27	0.2%
0.05	26	0.2%
Other values (5506)	13915	95.8%
(Missing)	302	2.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.001	2	< 0.1%
0.002	5	< 0.1%
0.003	7	< 0.1%
0.004	8	0.1%
0.005	3	< 0.1%
0.006	10	0.1%
0.007	8	0.1%
0.008	11	0.1%
0.009	7	< 0.1%
0.01	4	< 0.1%

Value	Count	Frequency (%)
748.639	1	< 0.1%
727.321	1	< 0.1%
668.822	1	< 0.1%
588.463	1	< 0.1%
473.028	1	< 0.1%
473.012	1	< 0.1%
471.763	1	< 0.1%
390.928	1	< 0.1%
388.298	1	< 0.1%
375.726	1	< 0.1%

share_global_cement_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	629
Distinct (%)	6.8%
Missing	5254
Missing (%)	36.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.7660321571

Minimum	0
Maximum	52.77
Zeros	461
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.04
median	0.12
Q3	0.5
95-th percentile	2.667
Maximum	52.77
Range	52.77
Interquartile range (IQR)	0.46

Descriptive statistics

Standard deviation	2.915558109
Coefficient of variation (CV)	3.80605185
Kurtosis	168.3709795
Mean	0.7660321571
Median Absolute Deviation (MAD)	0.11
Skewness	11.54137076
Sum	7098.82
Variance	8.500479085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	730	5.0%
0.02	589	4.1%
0.03	511	3.5%
0	461	3.2%
0.04	437	3.0%
0.05	394	2.7%
0.06	391	2.7%
0.07	323	2.2%
0.08	208	1.4%
0.1	181	1.2%
Other values (619)	5042	34.7%
(Missing)	5254	36.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	461	3.2%
0.01	730	5.0%
0.02	589	4.1%
0.03	511	3.5%
0.04	437	3.0%
0.05	394	2.7%
0.06	391	2.7%
0.07	323	2.2%
0.08	208	1.4%
0.09	161	1.1%

Value	Count	Frequency (%)
52.77	1	< 0.1%
52.75	1	< 0.1%
52.12	1	< 0.1%
52.01	1	< 0.1%
51.88	1	< 0.1%
51.41	1	< 0.1%
51.26	1	< 0.1%
50.53	1	< 0.1%
50.25	1	< 0.1%
50.23	1	< 0.1%

share_global_coal_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	674
Distinct (%)	8.0%
Missing	6062
Missing (%)	41.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.8390459865

Minimum	0
Maximum	53.1
Zeros	2581
Zeros (%)	17.8%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.03
Q3	0.24
95-th percentile	3.581
Maximum	53.1
Range	53.1
Interquartile range (IQR)	0.24

Descriptive statistics

Standard deviation	3.407786002
Coefficient of variation (CV)	4.061500868
Kurtosis	85.86094265
Mean	0.8390459865
Median Absolute Deviation (MAD)	0.03
Skewness	8.163673234
Sum	7097.49
Variance	11.61300544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2581	17.8%
0.01	907	6.2%
0.02	447	3.1%
0.03	296	2.0%
0.04	240	1.7%
0.05	209	1.4%
0.06	161	1.1%
0.07	134	0.9%
0.09	127	0.9%
0.12	125	0.9%
Other values (664)	3232	22.3%
(Missing)	6062	41.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2581	17.8%
0.01	907	6.2%
0.02	447	3.1%
0.03	296	2.0%
0.04	240	1.7%
0.05	209	1.4%
0.06	161	1.1%
0.07	134	0.9%
0.08	121	0.8%
0.09	127	0.9%

Value	Count	Frequency (%)
53.1	1	< 0.1%
50.62	1	< 0.1%
49.93	1	< 0.1%
49.81	1	< 0.1%
49.71	1	< 0.1%
49.45	1	< 0.1%
49.38	1	< 0.1%
49.37	1	< 0.1%
49.29	1	< 0.1%
49.24	1	< 0.1%

share_global_oil_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	594
Distinct (%)	4.2%
Missing	254
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.4603665802

Minimum	0
Maximum	55.12
Zeros	3169
Zeros (%)	21.8%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01
median	0.03
Q3	0.22
95-th percentile	1.9
Maximum	55.12
Range	55.12
Interquartile range (IQR)	0.21

Descriptive statistics

Standard deviation	2.307987824
Coefficient of variation (CV)	5.013369612
Kurtosis	228.5781739
Mean	0.4603665802
Median Absolute Deviation (MAD)	0.03
Skewness	13.50211941
Sum	6568.05
Variance	5.326807794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3169	21.8%
0.01	1885	13.0%
0.02	1313	9.0%
0.03	781	5.4%
0.04	559	3.8%
0.05	414	2.9%
0.06	334	2.3%
0.08	258	1.8%
0.07	239	1.6%
0.09	204	1.4%
Other values (584)	5111	35.2%
(Missing)	254	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3169	21.8%
0.01	1885	13.0%
0.02	1313	9.0%
0.03	781	5.4%
0.04	559	3.8%
0.05	414	2.9%
0.06	334	2.3%
0.07	239	1.6%
0.08	258	1.8%
0.09	204	1.4%

Value	Count	Frequency (%)
55.12	1	< 0.1%
54.44	1	< 0.1%
54.39	1	< 0.1%
53.78	1	< 0.1%
51.38	1	< 0.1%
49.64	1	< 0.1%
47.98	1	< 0.1%
45.52	1	< 0.1%
44.74	1	< 0.1%
43.31	1	< 0.1%

cumulative_cement_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	7865
Distinct (%)	84.9%
Missing	5254
Missing (%)	36.2%
Infinite	0
Infinite (%)	0.0%
Mean	103.0671394

Minimum	0.001
Maximum	14804.851
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0.001
5-th percentile	0.226
Q1	2.3825
median	11.903
Q3	54.702
95-th percentile	445.634
Maximum	14804.851
Range	14804.85
Interquartile range (IQR)	52.3195

Descriptive statistics

Standard deviation	472.2176936
Coefficient of variation (CV)	4.581651303
Kurtosis	431.3540749
Mean	103.0671394
Median Absolute Deviation (MAD)	11.215
Skewness	17.92201197
Sum	955123.181
Variance	222989.5502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.036	10	0.1%
0.033	10	0.1%
0.131	9	0.1%
0.055	9	0.1%
0.073	9	0.1%
0.345	9	0.1%
0.094	8	0.1%
0.331	8	0.1%
0.222	8	0.1%
0.025	8	0.1%
Other values (7855)	9179	63.2%
(Missing)	5254	36.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.001	2	< 0.1%
0.003	1	< 0.1%
0.004	4	< 0.1%
0.006	3	< 0.1%
0.007	5	< 0.1%
0.008	1	< 0.1%
0.01	2	< 0.1%
0.011	5	< 0.1%
0.012	1	< 0.1%
0.013	3	< 0.1%

Value	Count	Frequency (%)
14804.851	1	< 0.1%
13946.618	1	< 0.1%
13119.742	1	< 0.1%
12332.997	1	< 0.1%
11574.812	1	< 0.1%
10831.768	1	< 0.1%
10109.773	1	< 0.1%
9331.146	1	< 0.1%
8582.823	1	< 0.1%
7868.041	1	< 0.1%

cumulative_coal_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	7639
Distinct (%)	90.3%
Missing	6062
Missing (%)	41.7%
Infinite	0
Infinite (%)	0.0%
Mean	3580.885414

Minimum	0
Maximum	177201.99
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1539
Q1	6.0725
median	97.565
Q3	841.865
95-th percentile	16260.7513
Maximum	177201.99
Range	177201.99
Interquartile range (IQR)	835.7925

Descriptive statistics

Standard deviation	14449.57591
Coefficient of variation (CV)	4.035196394
Kurtosis	61.63699452
Mean	3580.885414
Median Absolute Deviation (MAD)	97.33
Skewness	7.170791109
Sum	30290709.72
Variance	208790244.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.004	21	0.1%
6.408	19	0.1%
0.001	18	0.1%
0.007	16	0.1%
0.026	16	0.1%
0.029	16	0.1%
0.018	15	0.1%
0.011	14	0.1%
0.015	14	0.1%
0.07	12	0.1%
Other values (7629)	8298	57.1%
(Missing)	6062	41.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	< 0.1%
0.001	18	0.1%
0.002	2	< 0.1%
0.004	21	0.1%
0.006	1	< 0.1%
0.007	16	0.1%
0.01	1	< 0.1%
0.011	14	0.1%
0.012	1	< 0.1%
0.013	1	< 0.1%

Value	Count	Frequency (%)
177201.99	1	< 0.1%
175650.187	1	< 0.1%
174761.538	1	< 0.1%
173662.684	1	< 0.1%
172379.152	1	< 0.1%
171040.485	1	< 0.1%
169780.889	1	< 0.1%
169660.741	1	< 0.1%
168155.796	1	< 0.1%
166421.27	1	< 0.1%

cumulative_oil_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	12338
Distinct (%)	86.5%
Missing	254
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%
Mean	1168.345313

Minimum	0.004
Maximum	158138.194
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0.004
5-th percentile	0.249
Q1	6.328
median	55.076
Q3	386.1075
95-th percentile	3798.5157
Maximum	158138.194
Range	158138.19
Interquartile range (IQR)	379.7795

Descriptive statistics

Standard deviation	6902.900715
Coefficient of variation (CV)	5.908270986
Kurtosis	265.4770099
Mean	1168.345313
Median Absolute Deviation (MAD)	54.339
Skewness	14.93601209
Sum	16668782.58
Variance	47650038.28
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.022	20	0.1%
0.011	19	0.1%
0.007	18	0.1%
0.033	16	0.1%
0.004	15	0.1%
0.051	15	0.1%
0.044	15	0.1%
0.055	15	0.1%
0.015	14	0.1%
0.095	14	0.1%
Other values (12328)	14106	97.1%
(Missing)	254	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.004	15	0.1%
0.007	18	0.1%
0.008	1	< 0.1%
0.009	1	< 0.1%
0.011	19	0.1%
0.014	1	< 0.1%
0.015	14	0.1%
0.016	1	< 0.1%
0.018	14	0.1%
0.021	1	< 0.1%

Value	Count	Frequency (%)
158138.194	1	< 0.1%
156117.656	1	< 0.1%
153804.284	1	< 0.1%
151487.474	1	< 0.1%
149222.148	1	< 0.1%
146975.624	1	< 0.1%
144736.134	1	< 0.1%
142534.958	1	< 0.1%
140350.833	1	< 0.1%
138198.709	1	< 0.1%

share_global_cumulative_cement_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	665
Distinct (%)	7.2%
Missing	5254
Missing (%)	36.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.7631682314

Minimum	0
Maximum	36.06
Zeros	643
Zeros (%)	4.4%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.03
median	0.13
Q3	0.5
95-th percentile	3.578
Maximum	36.06
Range	36.06
Interquartile range (IQR)	0.47

Descriptive statistics

Standard deviation	2.404905407
Coefficient of variation (CV)	3.151212679
Kurtosis	85.54295613
Mean	0.7631682314
Median Absolute Deviation (MAD)	0.12
Skewness	8.092239483
Sum	7072.28
Variance	5.783570017
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	811	5.6%
0	643	4.4%
0.02	518	3.6%
0.04	491	3.4%
0.05	469	3.2%
0.03	449	3.1%
0.06	294	2.0%
0.07	236	1.6%
0.08	203	1.4%
0.09	142	1.0%
Other values (655)	5011	34.5%
(Missing)	5254	36.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	643	4.4%
0.01	811	5.6%
0.02	518	3.6%
0.03	449	3.1%
0.04	491	3.4%
0.05	469	3.2%
0.06	294	2.0%
0.07	236	1.6%
0.08	203	1.4%
0.09	142	1.0%

Value	Count	Frequency (%)
36.06	1	< 0.1%
35.51	1	< 0.1%
34.89	1	< 0.1%
34.3	1	< 0.1%
34.2	1	< 0.1%
33.58	1	< 0.1%
33.46	1	< 0.1%
32.86	1	< 0.1%
32.75	1	< 0.1%
32.15	1	< 0.1%

share_global_cumulative_coal_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	683
Distinct (%)	8.1%
Missing	6062
Missing (%)	41.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.8389407731

Minimum	0
Maximum	35.32
Zeros	2927
Zeros (%)	20.2%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.02
Q3	0.18
95-th percentile	3.313
Maximum	35.32
Range	35.32
Interquartile range (IQR)	0.18

Descriptive statistics

Standard deviation	3.30937774
Coefficient of variation (CV)	3.944709622
Kurtosis	48.90748566
Mean	0.8389407731
Median Absolute Deviation (MAD)	0.02
Skewness	6.565873807
Sum	7096.6
Variance	10.95198102
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2927	20.2%
0.01	865	6.0%
0.02	483	3.3%
0.09	253	1.7%
0.08	233	1.6%
0.03	211	1.5%
0.07	209	1.4%
0.05	189	1.3%
0.06	174	1.2%
0.1	135	0.9%
Other values (673)	2780	19.1%
(Missing)	6062	41.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2927	20.2%
0.01	865	6.0%
0.02	483	3.3%
0.03	211	1.5%
0.04	125	0.9%
0.05	189	1.3%
0.06	174	1.2%
0.07	209	1.4%
0.08	233	1.6%
0.09	253	1.7%

Value	Count	Frequency (%)
35.32	1	< 0.1%
35.2	1	< 0.1%
35.04	1	< 0.1%
34.87	1	< 0.1%
34.64	1	< 0.1%
34.42	1	< 0.1%
34.18	1	< 0.1%
33.93	1	< 0.1%
33.62	1	< 0.1%
33.3	1	< 0.1%

share_global_cumulative_oil_co2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	526
Distinct (%)	3.7%
Missing	254
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.4707843275

Minimum	0
Maximum	63.79
Zeros	4064
Zeros (%)	28.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.03
Q3	0.205
95-th percentile	1.54
Maximum	63.79
Range	63.79
Interquartile range (IQR)	0.205

Descriptive statistics

Standard deviation	2.975326441
Coefficient of variation (CV)	6.319935195
Kurtosis	236.4338296
Mean	0.4707843275
Median Absolute Deviation (MAD)	0.03
Skewness	14.46262879
Sum	6716.68
Variance	8.852567428
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4064	28.0%
0.01	1857	12.8%
0.02	1111	7.7%
0.03	605	4.2%
0.04	497	3.4%
0.05	383	2.6%
0.06	361	2.5%
0.07	259	1.8%
0.08	224	1.5%
0.12	171	1.2%
Other values (516)	4735	32.6%
(Missing)	254	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4064	28.0%
0.01	1857	12.8%
0.02	1111	7.7%
0.03	605	4.2%
0.04	497	3.4%
0.05	383	2.6%
0.06	361	2.5%
0.07	259	1.8%
0.08	224	1.5%
0.09	148	1.0%

Value	Count	Frequency (%)
63.79	1	< 0.1%
63.27	1	< 0.1%
62.75	1	< 0.1%
62.22	1	< 0.1%
61.58	1	< 0.1%
60.84	1	< 0.1%
60.03	1	< 0.1%
59.13	1	< 0.1%
58.27	1	< 0.1%
57.36	1	< 0.1%

population
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	14394
Distinct (%)	99.8%
Missing	98
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	24410223.58

Minimum	1490
Maximum	1439323774
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	1490
5-th percentile	33202.3
Q1	625953.5
median	4397563
Q3	13787769.5
95-th percentile	80895527.8
Maximum	1439323774
Range	1439322284
Interquartile range (IQR)	13161816

Descriptive statistics

Standard deviation	101308763.9
Coefficient of variation (CV)	4.150259565
Kurtosis	110.0171239
Mean	24410223.58
Median Absolute Deviation (MAD)	4239553
Skewness	9.879599374
Sum	3.520686547 × 10¹¹
Variance	1.026346564 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
261007	3	< 0.1%
8429	2	< 0.1%
10626	2	< 0.1%
6800	2	< 0.1%
294976	2	< 0.1%
1618	2	< 0.1%
9014	2	< 0.1%
9848	2	< 0.1%
1622	2	< 0.1%
1606	2	< 0.1%
Other values (14384)	14402	99.2%
(Missing)	98	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1490	1	< 0.1%
1606	2	< 0.1%
1607	1	< 0.1%
1610	2	< 0.1%
1611	1	< 0.1%
1612	1	< 0.1%
1614	1	< 0.1%
1618	2	< 0.1%
1622	2	< 0.1%
1633	1	< 0.1%

Value	Count	Frequency (%)
1439323774	1	< 0.1%
1433783692	1	< 0.1%
1427647789	1	< 0.1%
1421021794	1	< 0.1%
1414049353	1	< 0.1%
1406847868	1	< 0.1%
1399453966	1	< 0.1%
1391883335	1	< 0.1%
1384206408	1	< 0.1%
1380004385	1	< 0.1%

gdp
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	10627
Distinct (%)	> 99.9%
Missing	3893
Missing (%)	26.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.833455189 × 10¹¹

Minimum	55432000
Maximum	1.815162044 × 10¹³
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	55432000
5-th percentile	955160176.2
Q1	9169187223
median	3.176053586 × 10¹⁰
Q3	1.424216156 × 10¹¹
95-th percentile	1.264390104 × 10¹²
Maximum	1.815162044 × 10¹³
Range	1.815156501 × 10¹³
Interquartile range (IQR)	1.332524284 × 10¹¹

Descriptive statistics

Standard deviation	1.087124698 × 10¹²
Coefficient of variation (CV)	3.836745689
Kurtosis	122.3087182
Mean	2.833455189 × 10¹¹
Median Absolute Deviation (MAD)	2.862965229 × 10¹⁰
Skewness	9.870670813
Sum	3.011396175 × 10¹⁵
Variance	1.181840109 × 10²⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
76320000	2	< 0.1%
9421400000	1	< 0.1%
2733963650	1	< 0.1%
4.403375578 × 10¹⁰	1	< 0.1%
4.451847115 × 10¹⁰	1	< 0.1%
4.403295472 × 10¹⁰	1	< 0.1%
4.375089006 × 10¹⁰	1	< 0.1%
4.22471673 × 10¹⁰	1	< 0.1%
4.051713819 × 10¹⁰	1	< 0.1%
2910772480	1	< 0.1%
Other values (10617)	10617	73.1%
(Missing)	3893	26.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
55432000	1	< 0.1%
57942000	1	< 0.1%
59413000	1	< 0.1%
60390000	1	< 0.1%
64410000	1	< 0.1%
69774000	1	< 0.1%
70560000	1	< 0.1%
71460000	1	< 0.1%
71862000	1	< 0.1%
72334000	1	< 0.1%

Value	Count	Frequency (%)
1.815162044 × 10¹³	1	< 0.1%
1.814064538 × 10¹³	1	< 0.1%
1.759628363 × 10¹³	1	< 0.1%
1.757508142 × 10¹³	1	< 0.1%
1.725547324 × 10¹³	1	< 0.1%
1.716255723 × 10¹³	1	< 0.1%
1.690257882 × 10¹³	1	< 0.1%
1.671094555 × 10¹³	1	< 0.1%
1.648266233 × 10¹³	1	< 0.1%
1.622085676 × 10¹³	1	< 0.1%

primary_energy_consumption
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	7714
Distinct (%)	91.5%
Missing	6088
Missing (%)	41.9%
Infinite	0
Infinite (%)	0.0%
Mean	629.1410792

Minimum	0
Maximum	39360.925
Zeros	6
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.3974
Q1	6.498
median	57.183
Q3	318.208
95-th percentile	2541.893
Maximum	39360.925
Range	39360.925
Interquartile range (IQR)	311.71

Descriptive statistics

Standard deviation	2506.917006
Coefficient of variation (CV)	3.984665902
Kurtosis	89.49405179
Mean	629.1410792
Median Absolute Deviation (MAD)	56.146
Skewness	8.752751037
Sum	5305546.721
Variance	6284632.873
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.587	41	0.3%
0.013	31	0.2%
0.194	15	0.1%
1.76	14	0.1%
0.076	13	0.1%
0.184	11	0.1%
0.705	10	0.1%
1.173	10	0.1%
0.293	10	0.1%
0.026	9	0.1%
Other values (7704)	8269	56.9%
(Missing)	6088	41.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	< 0.1%
0.012	4	< 0.1%
0.013	31	0.2%
0.024	1	< 0.1%
0.025	1	< 0.1%
0.026	9	0.1%
0.027	2	< 0.1%
0.028	3	< 0.1%
0.029	2	< 0.1%
0.03	1	< 0.1%

Value	Count	Frequency (%)
39360.925	1	< 0.1%
37714.113	1	< 0.1%
36342.177	1	< 0.1%
35264.122	1	< 0.1%
34826.942	1	< 0.1%
34499.453	1	< 0.1%
33715.209	1	< 0.1%
32512.623	1	< 0.1%
31261.361	1	< 0.1%
28967.802	1	< 0.1%

energy_per_capita
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	8314
Distinct (%)	98.7%
Missing	6097
Missing (%)	42.0%
Infinite	0
Infinite (%)	0.0%
Mean	25346.15704

Minimum	0
Maximum	317582.498
Zeros	6
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	113.6 KiB

Quantile statistics

Minimum	0
5-th percentile	455.68335
Q1	3122.573
median	13239.6815
Q3	35584.1915
95-th percentile	90095.8988
Maximum	317582.498
Range	317582.498
Interquartile range (IQR)	32461.6185

Descriptive statistics

Standard deviation	33311.01582
Coefficient of variation (CV)	1.314243251
Kurtosis	10.96749621
Mean	25346.15704
Median Absolute Deviation (MAD)	11780.1495
Skewness	2.760503119
Sum	213516026.9
Variance	1109623775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6365.285	11	0.1%
2121.762	7	< 0.1%
97776.99	6	< 0.1%
4204.412	6	< 0.1%
0	6	< 0.1%
73332.743	5	< 0.1%
55905.803	4	< 0.1%
3704.351	4	< 0.1%
33560.056	4	< 0.1%
9687.595	4	< 0.1%
Other values (8304)	8367	57.6%
(Missing)	6097	42.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	< 0.1%
68.275	1	< 0.1%
71.938	1	< 0.1%
82.192	1	< 0.1%
98.254	1	< 0.1%
98.334	1	< 0.1%
98.984	1	< 0.1%
100.902	1	< 0.1%
101.038	1	< 0.1%
101.125	1	< 0.1%

Value	Count	Frequency (%)
317582.498	1	< 0.1%
316384.923	1	< 0.1%
314614.812	1	< 0.1%
302394.043	1	< 0.1%
268463.782	1	< 0.1%
259410.061	1	< 0.1%
258924.428	1	< 0.1%
257113.835	1	< 0.1%
248186.949	1	< 0.1%
245688.324	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	df_index	iso_code	country	year	co2	co2_growth_prct	co2_growth_abs	co2_per_capita	cumulative_co2	co2_per_gdp	co2_per_unit_energy	coal_co2	cement_co2	oil_co2	cement_co2_per_capita	coal_co2_per_capita	oil_co2_per_capita	share_global_cement_co2	share_global_oil_co2	cumulative_cement_co2	cumulative_coal_co2	cumulative_oil_co2	share_global_cumulative_cement_co2	population	gdp	primary_energy_consumption	energy_per_capita
0	1	AFG	Afghanistan	1950	0.084	475.00	0.070	0.011	0.099	0.009	NaN	0.021	NaN	0.063	NaN	0.003	0.008	NaN	0.00	NaN	0.036	0.063	NaN	7752117.0	9.421400e+09	NaN	NaN
1	2	AFG	Afghanistan	1951	0.092	8.70	0.007	0.012	0.191	0.010	NaN	0.026	NaN	0.066	NaN	0.003	0.008	NaN	0.00	NaN	0.061	0.129	NaN	7840151.0	9.692280e+09	NaN	NaN
2	3	AFG	Afghanistan	1952	0.092	0.00	0.000	0.012	0.282	0.009	NaN	0.032	NaN	0.060	NaN	0.004	0.008	NaN	0.00	NaN	0.093	0.189	NaN	7935996.0	1.001732e+10	NaN	NaN
3	4	AFG	Afghanistan	1953	0.106	16.00	0.015	0.013	0.388	0.010	NaN	0.038	NaN	0.068	NaN	0.005	0.008	NaN	0.00	NaN	0.131	0.257	NaN	8039684.0	1.063052e+10	NaN	NaN
4	5	AFG	Afghanistan	1954	0.106	0.00	0.000	0.013	0.495	0.010	NaN	0.043	NaN	0.064	NaN	0.005	0.008	NaN	0.00	NaN	0.174	0.321	NaN	8151316.0	1.086636e+10	NaN	NaN
5	6	AFG	Afghanistan	1955	0.154	44.83	0.048	0.019	0.649	0.014	NaN	0.062	NaN	0.092	NaN	0.008	0.011	NaN	0.00	NaN	0.236	0.413	NaN	8270992.0	1.107819e+10	NaN	NaN
6	7	AFG	Afghanistan	1956	0.183	19.05	0.029	0.022	0.832	0.016	NaN	0.062	NaN	0.121	NaN	0.007	0.014	NaN	0.00	NaN	0.298	0.534	NaN	8398873.0	1.158124e+10	NaN	NaN
7	8	AFG	Afghanistan	1957	0.293	60.00	0.110	0.034	1.125	0.025	NaN	0.077	NaN	0.216	NaN	0.009	0.025	NaN	0.01	NaN	0.375	0.750	NaN	8535157.0	1.157897e+10	NaN	NaN
8	9	AFG	Afghanistan	1958	0.330	12.50	0.037	0.038	1.455	0.027	NaN	0.092	NaN	0.238	NaN	0.011	0.027	NaN	0.01	NaN	0.467	0.988	NaN	8680097.0	1.223884e+10	NaN	NaN
9	10	AFG	Afghanistan	1959	0.385	16.62	0.055	0.044	1.839	0.031	NaN	0.110	0.018	0.256	0.002	0.012	0.029	0.01	0.01	0.018	0.577	1.244	0.0	8833947.0	1.257988e+10	NaN	NaN

Last rows

	df_index	iso_code	country	year	co2	co2_growth_prct	co2_growth_abs	co2_per_capita	share_global_co2	cumulative_co2	share_global_cumulative_co2	co2_per_gdp	co2_per_unit_energy	coal_co2	cement_co2	oil_co2	cement_co2_per_capita	coal_co2_per_capita	oil_co2_per_capita	share_global_cement_co2	share_global_coal_co2	share_global_oil_co2	cumulative_cement_co2	cumulative_coal_co2	cumulative_oil_co2	share_global_cumulative_cement_co2	share_global_cumulative_coal_co2	share_global_cumulative_oil_co2	population	gdp	primary_energy_consumption	energy_per_capita
14511	25194	ZWE	Zimbabwe	2011	9.744	23.68	1.866	0.756	0.03	681.879	0.05	0.498	0.190	6.101	0.382	3.261	0.030	0.473	0.253	0.03	0.04	0.03	15.438	551.528	114.912	0.05	0.08	0.02	12894323.0	1.955407e+10	51.260	3975.496
14512	25195	ZWE	Zimbabwe	2012	7.883	-19.10	-1.861	0.601	0.02	689.762	0.05	0.377	0.141	3.624	0.566	3.693	0.043	0.276	0.282	0.04	0.02	0.03	16.004	555.152	118.606	0.05	0.08	0.02	13115149.0	2.090997e+10	55.756	4251.322
14513	25196	ZWE	Zimbabwe	2013	11.836	50.15	3.953	0.887	0.03	701.598	0.05	0.560	0.211	7.269	0.463	4.104	0.035	0.544	0.307	0.03	0.05	0.04	16.468	562.421	122.709	0.05	0.08	0.02	13350378.0	2.112350e+10	56.081	4200.829
14514	25197	ZWE	Zimbabwe	2014	11.906	0.59	0.069	0.876	0.03	713.504	0.05	0.561	0.212	7.691	0.496	3.719	0.036	0.566	0.274	0.03	0.05	0.03	16.964	570.112	126.428	0.05	0.08	0.02	13586710.0	2.122250e+10	56.084	4127.801
14515	25198	ZWE	Zimbabwe	2015	12.226	2.69	0.320	0.885	0.03	725.729	0.05	0.581	0.220	8.033	0.585	3.608	0.042	0.582	0.261	0.04	0.05	0.03	17.549	578.145	130.036	0.05	0.08	0.02	13814642.0	2.102746e+10	55.642	4027.628
14516	25199	ZWE	Zimbabwe	2016	10.738	-12.17	-1.488	0.765	0.03	736.467	0.05	0.512	0.226	6.959	0.639	3.139	0.046	0.496	0.224	0.04	0.05	0.03	18.188	585.104	133.175	0.05	0.08	0.02	14030338.0	2.096179e+10	47.500	3385.574
14517	25200	ZWE	Zimbabwe	2017	9.582	-10.77	-1.156	0.673	0.03	746.049	0.05	0.437	NaN	5.665	0.678	3.239	0.048	0.398	0.228	0.05	0.04	0.03	18.866	590.768	136.414	0.05	0.08	0.02	14236599.0	2.194784e+10	NaN	NaN
14518	25201	ZWE	Zimbabwe	2018	11.854	23.72	2.273	0.821	0.03	757.903	0.05	0.522	NaN	7.101	0.697	4.056	0.048	0.492	0.281	0.04	0.05	0.03	19.564	597.869	140.470	0.05	0.08	0.02	14438812.0	2.271535e+10	NaN	NaN
14519	25202	ZWE	Zimbabwe	2019	10.949	-7.64	-0.905	0.748	0.03	768.852	0.05	NaN	NaN	6.020	0.697	4.232	0.048	0.411	0.289	0.04	0.04	0.03	20.261	603.889	144.702	0.05	0.08	0.02	14645473.0	NaN	NaN	NaN
14520	25203	ZWE	Zimbabwe	2020	10.531	-3.82	-0.418	0.709	0.03	779.383	0.05	NaN	NaN	6.257	0.697	3.576	0.047	0.421	0.241	0.04	0.04	0.03	20.959	610.146	148.279	0.05	0.08	0.03	14862927.0	NaN	NaN	NaN

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows